A change of notation
For simple networks we use the
notation
x for activities of input units
y for activities of output units
z for the summed input to an
output unit
For networks with multiple hidden
layers:
y is used for the output of a unit in
any layer
x is the summed input to a unit  in
any layer
The index indicates which layer a
unit is in.